AWS Glue Email Automation Guide for Python

Email Sending After AWS Glue ETL Jobs

Python Script Delivering Emails Through SMTP

import smtplib
from email.mime.multipart import MIMEMultipart
from email.mime.text import MIMEText
from email.mime.image import MIMEImage
import pandas as pd
import matplotlib.pyplot as plt
import io
# Convert Spark DataFrame to Pandas
df_pandas = spark_df.toPandas()
# Plotting the data
fig, ax = plt.subplots()
df_pandas.plot(kind='bar', ax=ax)
buf = io.BytesIO()
plt.savefig(buf, format='png')
buf.seek(0)
# Setting up the email
msg = MIMEMultipart()
msg['Subject'] = 'Data Quality Report'
msg['From'] = 'your_email@example.com'
msg['To'] = 'recipient_email@example.com'
# Attach the plot
image = MIMEImage(buf.read())
buf.close()
msg.attach(image)
# Send the email
with smtplib.SMTP('smtp.example.com', 587) as server:
    server.starttls()
    server.login('your_email@example.com', 'your_password')
    server.sendmail(msg['From'], msg['To'], msg.as_string())

Managing Errors and Permissions in AWS SES

Python Code for Amazon SES Email Using Boto3

import boto3
from botocore.exceptions import ClientError
import matplotlib.pyplot as plt
import pandas as pd
# Convert Spark DataFrame to Pandas
df_pandas = spark_df.toPandas()
# Plotting the data
fig, ax = plt.subplots()
df_pandas.plot(ax=ax)
fig.savefig('/tmp/plot.png')
# Setup AWS SES client
ses_client = boto3.client('ses', region_name='your-region')
# Sending email
try:
    response = ses_client.send_email(
        Source='your_email@example.com',
        Destination={'ToAddresses': ['recipient_email@example.com']},
        Message={
            'Subject': {'Data': 'Data Quality Report'},
            'Body': {
                'Html': {'Data': '<img src="cid:plot.png">'}}
        },
        ConfigurationSetName='ConfigSet'
    )
except ClientError as e:
    print(f"An error occurred: {e.response['Error']['Message']}")

Frequently Asked Questions about Amazon Glue's Email Integration

1. Can emails be sent directly using AWS Glue?
2. Email functionality is not included into AWS Glue itself. It is necessary to utilize AWS SES or programmatically interface with alternative email sending services.
3. What restrictions apply while using AWS SES?
4. AWS SES frequently needs verified email addresses and certain IAM permissions, which can be a hindrance if not set properly.
5. Can I use AWS SES to attach files to emails?
6. Attachments are supported by AWS SES, yes. Reports and photos can be attached by encoding them in MIME format and attaching them to the email body.
7. Is it feasible to email using Gmail's SMTP protocol with Amazon Glue?
8. Yes, you can set up Gmail SMTP as an email service in your AWS Glue scripts; however, in order to maintain security, it needs to manage OAuth2 authentication.
9. In AWS SES, how do I handle permission errors?
10. Permission errors typically indicate that the required policies are not present in the IAM role linked to your AWS Glue task. Policies that grant SES access to your IAM role must be attached.

Considering Email Solutions with Amazon Glue

When confronted with SES constraints, investigating substitute email solutions for AWS Glue ETL operations is essential. Even in situations where standard routes are blocked, this investigation aids in maintaining smooth data quality transmission. Developers can guarantee dependable and effective delivery of critical data quality notifications to the appropriate recipients by setting up SMTP relays or using alternative email APIs. Although adopting these approaches results in reliable and adaptable solutions, it also necessitates knowing the unique requirements and limitations of the AWS environment.